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            <a href="../../index.html" class="icon icon-home"> DCASE2017 Baseline
          

          
            
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              <p class="caption"><span class="caption-text">Baseline system</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../../system_description.html">System description</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../system_description.html#mlp-based-system-dcase2017-baseline">MLP based system, DCASE2017 baseline</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../system_description.html#gmm-based-approach">GMM based approach</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../system_description.html#processing-blocks">Processing blocks</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../applications.html">Applications</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../applications.html#task1-acoustic-scene-classification"> Acoustic scene classification</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../applications.html#results">Results</a></li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../../applications.html#task2-detection-of-rare-sound-events"> Detection of rare sound events</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../applications.html#id2">Results</a></li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../../applications.html#task3-sound-event-detection-in-real-life-audio"> Sound event detection in real life audio</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../applications.html#id3">Results</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../install.html">Installation</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../usage_tutorial.html">Usage</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../usage_tutorial.html#application-arguments">Application arguments</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../usage_tutorial.html#basic-usage">Basic usage</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../parameterization.html">Parameterization</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../parameterization.html#parameter-overwriting">Parameter overwriting</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../parameterization.html#parameter-hash">Parameter hash</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../parameterization.html#parameter-sections">Parameter sections</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#flow">Flow</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#general">General</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#path">Path</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#dataset">Dataset</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#feature-extractor">Feature extractor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#feature-stacker">Feature stacker</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#feature-normalizer">Feature normalizer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#feature-aggregator">Feature aggregator</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#learner">Learner</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#recognizer">Recognizer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#evaluator">Evaluator</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../parameterization.html#logging">Logging</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../reproducibility.html">Reproducibility</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../reproducibility.html#blas-libraries">BLAS libraries</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../reproducibility.html#intel-math-kernel">Intel Math Kernel</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../reproducibility.html#running-the-baseline-system">Running the baseline system</a></li>
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<p class="caption"><span class="caption-text">DCASE Framework</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../../framework.html">Introduction</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../framework.html#training-process">Training process</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../framework.html#testing-process">Testing process</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../extending_framework.html">Extending the framework</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../extending_framework.html#adding-datasets">Adding datasets</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../extending_framework.html#adding-features">Adding features</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../extending_framework.html#addinng-learners">Addinng learners</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../extending_framework.html#extending-applicationcore">Extending ApplicationCore</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../application_core.html">Application core</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../application_core.html#acousticsceneclassificationappcore">AcousticSceneClassificationAppCore</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AcousticSceneClassificationAppCore.html">dcase_framework.application_core.AcousticSceneClassificationAppCore</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AcousticSceneClassificationAppCore.show_dataset_list.html">dcase_framework.application_core.AcousticSceneClassificationAppCore.show_dataset_list</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AcousticSceneClassificationAppCore.show_parameters.html">dcase_framework.application_core.AcousticSceneClassificationAppCore.show_parameters</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AcousticSceneClassificationAppCore.initialize.html">dcase_framework.application_core.AcousticSceneClassificationAppCore.initialize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AcousticSceneClassificationAppCore.feature_extraction.html">dcase_framework.application_core.AcousticSceneClassificationAppCore.feature_extraction</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AcousticSceneClassificationAppCore.feature_normalization.html">dcase_framework.application_core.AcousticSceneClassificationAppCore.feature_normalization</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AcousticSceneClassificationAppCore.system_evaluation.html">dcase_framework.application_core.AcousticSceneClassificationAppCore.system_evaluation</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../application_core.html#soundeventappcore">SoundEventAppCore</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.SoundEventAppCore.html">dcase_framework.application_core.SoundEventAppCore</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.SoundEventAppCore.system_evaluation.html">dcase_framework.application_core.SoundEventAppCore.system_evaluation</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../application_core.html#binarysoundeventappcore">BinarySoundEventAppCore</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.BinarySoundEventAppCore.html">dcase_framework.application_core.BinarySoundEventAppCore</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.BinarySoundEventAppCore.show_dataset_list.html">dcase_framework.application_core.BinarySoundEventAppCore.show_dataset_list</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.BinarySoundEventAppCore.show_parameters.html">dcase_framework.application_core.BinarySoundEventAppCore.show_parameters</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.BinarySoundEventAppCore.initialize.html">dcase_framework.application_core.BinarySoundEventAppCore.initialize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.BinarySoundEventAppCore.feature_extraction.html">dcase_framework.application_core.BinarySoundEventAppCore.feature_extraction</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.BinarySoundEventAppCore.feature_normalization.html">dcase_framework.application_core.BinarySoundEventAppCore.feature_normalization</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.BinarySoundEventAppCore.system_training.html">dcase_framework.application_core.BinarySoundEventAppCore.system_training</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.BinarySoundEventAppCore.system_testing.html">dcase_framework.application_core.BinarySoundEventAppCore.system_testing</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.BinarySoundEventAppCore.system_evaluation.html">dcase_framework.application_core.BinarySoundEventAppCore.system_evaluation</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../application_core.html#appcore-base-class">AppCore &#8211; base class</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AppCore.html">dcase_framework.application_core.AppCore</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AppCore.show_dataset_list.html">dcase_framework.application_core.AppCore.show_dataset_list</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AppCore.initialize.html">dcase_framework.application_core.AppCore.initialize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AppCore.feature_extraction.html">dcase_framework.application_core.AppCore.feature_extraction</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AppCore.feature_normalization.html">dcase_framework.application_core.AppCore.feature_normalization</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AppCore.system_training.html">dcase_framework.application_core.AppCore.system_training</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AppCore.system_testing.html">dcase_framework.application_core.AppCore.system_testing</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.application_core.AppCore.system_evaluation.html">dcase_framework.application_core.AppCore.system_evaluation</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../parameters.html">Parameters</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../parameters.html#recipe">Recipe</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../parameters.html#paths-and-parameter-hash">Paths and parameter hash</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../parameters.html#parametercontainer">ParameterContainer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.parameters.ParameterContainer.html">dcase_framework.parameters.ParameterContainer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.parameters.ParameterContainer.load.html">dcase_framework.parameters.ParameterContainer.load</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../files.html">Files</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="../../files.html#parameterfile">ParameterFile</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="../../files.html#featurefile">FeatureFile</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="../../files.html#datafile">DataFile</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="../../files.html#repositoryfile">RepositoryFile</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="../../files.html#textfile">TextFile</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="../../files.html#dictfile">DictFile</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="../../files.html#listfile">ListFile</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.files.ListFile.html">dcase_framework.files.ListFile</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.files.ListFile.load.html">dcase_framework.files.ListFile.load</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.files.ListFile.save.html">dcase_framework.files.ListFile.save</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../files.html#mixins">Mixins</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.files.FileMixin.html">dcase_framework.files.FileMixin</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../datasets.html">Datasets</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../datasets.html#dataset-base-class">Dataset - Base class</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.html">dcase_framework.datasets.Dataset</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.scene_label_count.html">dcase_framework.datasets.Dataset.scene_label_count</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.audio_tags.html">dcase_framework.datasets.Dataset.audio_tags</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.audio_tag_count.html">dcase_framework.datasets.Dataset.audio_tag_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.download_packages.html">dcase_framework.datasets.Dataset.download_packages</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.extract.html">dcase_framework.datasets.Dataset.extract</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.train.html">dcase_framework.datasets.Dataset.train</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.train_files.html">dcase_framework.datasets.Dataset.train_files</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.test_files.html">dcase_framework.datasets.Dataset.test_files</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.file_meta.html">dcase_framework.datasets.Dataset.file_meta</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.file_error_meta.html">dcase_framework.datasets.Dataset.file_error_meta</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.file_error_meta.html">dcase_framework.datasets.Dataset.file_error_meta</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.relative_to_absolute_path.html">dcase_framework.datasets.Dataset.relative_to_absolute_path</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.Dataset.absolute_to_relative.html">dcase_framework.datasets.Dataset.absolute_to_relative</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../datasets.html#acousticscenedataset">AcousticSceneDataset</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.AcousticSceneDataset.html">dcase_framework.datasets.AcousticSceneDataset</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.TUTAcousticScenes_2017_DevelopmentSet.html">dcase_framework.datasets.TUTAcousticScenes_2017_DevelopmentSet</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.TUTAcousticScenes_2016_DevelopmentSet.html">dcase_framework.datasets.TUTAcousticScenes_2016_DevelopmentSet</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.TUTAcousticScenes_2016_EvaluationSet.html">dcase_framework.datasets.TUTAcousticScenes_2016_EvaluationSet</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../datasets.html#soundeventdataset">SoundEventDataset</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.SoundEventDataset.html">dcase_framework.datasets.SoundEventDataset</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.SoundEventDataset.event_label_count.html">dcase_framework.datasets.SoundEventDataset.event_label_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.SoundEventDataset.event_labels.html">dcase_framework.datasets.SoundEventDataset.event_labels</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.SoundEventDataset.train.html">dcase_framework.datasets.SoundEventDataset.train</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.SoundEventDataset.test.html">dcase_framework.datasets.SoundEventDataset.test</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.TUTRareSoundEvents_2017_DevelopmentSet.html">dcase_framework.datasets.TUTRareSoundEvents_2017_DevelopmentSet</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.TUTSoundEvents_2017_DevelopmentSet.html">dcase_framework.datasets.TUTSoundEvents_2017_DevelopmentSet</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.TUTSoundEvents_2016_DevelopmentSet.html">dcase_framework.datasets.TUTSoundEvents_2016_DevelopmentSet</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.TUTSoundEvents_2016_EvaluationSet.html">dcase_framework.datasets.TUTSoundEvents_2016_EvaluationSet</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../datasets.html#audiotaggingdataset">AudioTaggingDataset</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.datasets.AudioTaggingDataset.html">dcase_framework.datasets.AudioTaggingDataset</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../../metadata.html">Meta data</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../metadata.html#metadataitem">MetaDataItem</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataItem.html">dcase_framework.metadata.MetaDataItem</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataItem.id.html">dcase_framework.metadata.MetaDataItem.id</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataItem.file.html">dcase_framework.metadata.MetaDataItem.file</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataItem.scene_label.html">dcase_framework.metadata.MetaDataItem.scene_label</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataItem.event_label.html">dcase_framework.metadata.MetaDataItem.event_label</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataItem.event_onset.html">dcase_framework.metadata.MetaDataItem.event_onset</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataItem.event_offset.html">dcase_framework.metadata.MetaDataItem.event_offset</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataItem.identifier.html">dcase_framework.metadata.MetaDataItem.identifier</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataItem.source_label.html">dcase_framework.metadata.MetaDataItem.source_label</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../metadata.html#metadatacontainer">MetaDataContainer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.html">dcase_framework.metadata.MetaDataContainer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.log.html">dcase_framework.metadata.MetaDataContainer.log</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.show.html">dcase_framework.metadata.MetaDataContainer.show</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.get_string.html">dcase_framework.metadata.MetaDataContainer.get_string</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.update.html">dcase_framework.metadata.MetaDataContainer.update</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.filter.html">dcase_framework.metadata.MetaDataContainer.filter</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.filter_time_segment.html">dcase_framework.metadata.MetaDataContainer.filter_time_segment</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.process_events.html">dcase_framework.metadata.MetaDataContainer.process_events</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.remove_field.html">dcase_framework.metadata.MetaDataContainer.remove_field</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.slice_field.html">dcase_framework.metadata.MetaDataContainer.slice_field</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.filter_time_segment.html">dcase_framework.metadata.MetaDataContainer.filter_time_segment</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.add_time_offset.html">dcase_framework.metadata.MetaDataContainer.add_time_offset</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.file_list.html">dcase_framework.metadata.MetaDataContainer.file_list</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.event_count.html">dcase_framework.metadata.MetaDataContainer.event_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.scene_label_count.html">dcase_framework.metadata.MetaDataContainer.scene_label_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.event_label_count.html">dcase_framework.metadata.MetaDataContainer.event_label_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.unique_scene_labels.html">dcase_framework.metadata.MetaDataContainer.unique_scene_labels</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.unique_event_labels.html">dcase_framework.metadata.MetaDataContainer.unique_event_labels</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.max_offset.html">dcase_framework.metadata.MetaDataContainer.max_offset</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.load.html">dcase_framework.metadata.MetaDataContainer.load</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.save.html">dcase_framework.metadata.MetaDataContainer.save</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.event_stat_counts.html">dcase_framework.metadata.MetaDataContainer.event_stat_counts</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.MetaDataContainer.event_roll.html">dcase_framework.metadata.MetaDataContainer.event_roll</a></li>
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</li>
<li class="toctree-l2"><a class="reference internal" href="../../metadata.html#eventroll">EventRoll</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.EventRoll.html">dcase_framework.metadata.EventRoll</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.EventRoll.roll.html">dcase_framework.metadata.EventRoll.roll</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.EventRoll.pad.html">dcase_framework.metadata.EventRoll.pad</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.EventRoll.plot.html">dcase_framework.metadata.EventRoll.plot</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../metadata.html#probabilityitem">ProbabilityItem</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityItem.html">dcase_framework.metadata.ProbabilityItem</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityItem.id.html">dcase_framework.metadata.ProbabilityItem.id</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityItem.file.html">dcase_framework.metadata.ProbabilityItem.file</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityItem.label.html">dcase_framework.metadata.ProbabilityItem.label</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityItem.timestamp.html">dcase_framework.metadata.ProbabilityItem.timestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityItem.probability.html">dcase_framework.metadata.ProbabilityItem.probability</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityItem.get_list.html">dcase_framework.metadata.ProbabilityItem.get_list</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../metadata.html#probabilitycontainer">ProbabilityContainer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.html">dcase_framework.metadata.ProbabilityContainer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.log.html">dcase_framework.metadata.ProbabilityContainer.log</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.show.html">dcase_framework.metadata.ProbabilityContainer.show</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.update.html">dcase_framework.metadata.ProbabilityContainer.update</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.file_list.html">dcase_framework.metadata.ProbabilityContainer.file_list</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.unique_labels.html">dcase_framework.metadata.ProbabilityContainer.unique_labels</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.filter.html">dcase_framework.metadata.ProbabilityContainer.filter</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.get_string.html">dcase_framework.metadata.ProbabilityContainer.get_string</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.load.html">dcase_framework.metadata.ProbabilityContainer.load</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.metadata.ProbabilityContainer.save.html">dcase_framework.metadata.ProbabilityContainer.save</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../../features.html">Features</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../features.html#featurecontainer">FeatureContainer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.html">dcase_framework.features.FeatureContainer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.show.html">dcase_framework.features.FeatureContainer.show</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.log.html">dcase_framework.features.FeatureContainer.log</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.get_path.html">dcase_framework.features.FeatureContainer.get_path</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.shape.html">dcase_framework.features.FeatureContainer.shape</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.channels.html">dcase_framework.features.FeatureContainer.channels</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.frames.html">dcase_framework.features.FeatureContainer.frames</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.vector_length.html">dcase_framework.features.FeatureContainer.vector_length</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.feat.html">dcase_framework.features.FeatureContainer.feat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.stat.html">dcase_framework.features.FeatureContainer.stat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.meta.html">dcase_framework.features.FeatureContainer.meta</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureContainer.load.html">dcase_framework.features.FeatureContainer.load</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../features.html#featurerepository">FeatureRepository</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureRepository.html">dcase_framework.features.FeatureRepository</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureRepository.show.html">dcase_framework.features.FeatureRepository.show</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureRepository.log.html">dcase_framework.features.FeatureRepository.log</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureRepository.get_path.html">dcase_framework.features.FeatureRepository.get_path</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureRepository.load.html">dcase_framework.features.FeatureRepository.load</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../features.html#featureextractor">FeatureExtractor</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureExtractor.html">dcase_framework.features.FeatureExtractor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureExtractor.extract.html">dcase_framework.features.FeatureExtractor.extract</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureExtractor.get_default_parameters.html">dcase_framework.features.FeatureExtractor.get_default_parameters</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../features.html#featurenormalizer">FeatureNormalizer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureNormalizer.html">dcase_framework.features.FeatureNormalizer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureNormalizer.accumulate.html">dcase_framework.features.FeatureNormalizer.accumulate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureNormalizer.finalize.html">dcase_framework.features.FeatureNormalizer.finalize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureNormalizer.normalize.html">dcase_framework.features.FeatureNormalizer.normalize</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../features.html#featurestacker">FeatureStacker</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureStacker.normalizer.html">dcase_framework.features.FeatureStacker.normalizer</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../features.html#featureaggregator">FeatureAggregator</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureAggregator.html">dcase_framework.features.FeatureAggregator</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureAggregator.process.html">dcase_framework.features.FeatureAggregator.process</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../features.html#featuremasker">FeatureMasker</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.features.FeatureMasker.process.html">dcase_framework.features.FeatureMasker.process</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../learners.html">Learners</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../learners.html#sceneclassifier">SceneClassifier</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../learners.html#sceneclassifiergmm">SceneClassifierGMM</a><ul>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.SceneClassifierGMM.html">dcase_framework.learners.SceneClassifierGMM</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.SceneClassifierGMM.learn.html">dcase_framework.learners.SceneClassifierGMM.learn</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.SceneClassifierGMM.predict.html">dcase_framework.learners.SceneClassifierGMM.predict</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../learners.html#sceneclassifiermlp">SceneClassifierMLP</a><ul>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.SceneClassifierMLP.html">dcase_framework.learners.SceneClassifierMLP</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.SceneClassifierMLP.learn.html">dcase_framework.learners.SceneClassifierMLP.learn</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.SceneClassifierMLP.predict.html">dcase_framework.learners.SceneClassifierMLP.predict</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../learners.html#sceneclassifierkerassequential">SceneClassifierKerasSequential</a><ul>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.SceneClassifierKerasSequential.html">dcase_framework.learners.SceneClassifierKerasSequential</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.SceneClassifierKerasSequential.learn.html">dcase_framework.learners.SceneClassifierKerasSequential.learn</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.SceneClassifierKerasSequential.predict.html">dcase_framework.learners.SceneClassifierKerasSequential.predict</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../learners.html#eventdetector">EventDetector</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.EventDetector.html">dcase_framework.learners.EventDetector</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../learners.html#eventdetectorgmm">EventDetectorGMM</a><ul>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.EventDetectorGMM.html">dcase_framework.learners.EventDetectorGMM</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.EventDetectorGMM.learn.html">dcase_framework.learners.EventDetectorGMM.learn</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.EventDetectorGMM.predict.html">dcase_framework.learners.EventDetectorGMM.predict</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../learners.html#eventdetectormlp">EventDetectorMLP</a><ul>
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<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.EventDetectorMLP.learn.html">dcase_framework.learners.EventDetectorMLP.learn</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.EventDetectorMLP.predict.html">dcase_framework.learners.EventDetectorMLP.predict</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../learners.html#eventdetectorkerassequential">EventDetectorKerasSequential</a><ul>
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<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.EventDetectorKerasSequential.learn.html">dcase_framework.learners.EventDetectorKerasSequential.learn</a></li>
<li class="toctree-l4"><a class="reference internal" href="../../generated/dcase_framework.learners.EventDetectorKerasSequential.predict.html">dcase_framework.learners.EventDetectorKerasSequential.predict</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../learners.html#learnercontainer-base-class">LearnerContainer - Base class</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.html">dcase_framework.learners.LearnerContainer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.class_labels.html">dcase_framework.learners.LearnerContainer.class_labels</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.method.html">dcase_framework.learners.LearnerContainer.method</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.params.html">dcase_framework.learners.LearnerContainer.params</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.feature_normalizer.html">dcase_framework.learners.LearnerContainer.feature_normalizer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.feature_stacker.html">dcase_framework.learners.LearnerContainer.feature_stacker</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.feature_aggregator.html">dcase_framework.learners.LearnerContainer.feature_aggregator</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.model.html">dcase_framework.learners.LearnerContainer.model</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.set_seed.html">dcase_framework.learners.LearnerContainer.set_seed</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.learners.LearnerContainer.learner_params.html">dcase_framework.learners.LearnerContainer.learner_params</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../recognizers.html">Recognizers</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../recognizers.html#scenerecognizer">SceneRecognizer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.SceneRecognizer.html">dcase_framework.recognizers.SceneRecognizer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.SceneRecognizer.process.html">dcase_framework.recognizers.SceneRecognizer.process</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../recognizers.html#eventrecognizer">EventRecognizer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.EventRecognizer.html">dcase_framework.recognizers.EventRecognizer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.EventRecognizer.process.html">dcase_framework.recognizers.EventRecognizer.process</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.EventRecognizer.process_ratio.html">dcase_framework.recognizers.EventRecognizer.process_ratio</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../recognizers.html#baserecognizer">BaseRecognizer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.BaseRecognizer.html">dcase_framework.recognizers.BaseRecognizer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.BaseRecognizer.collapse_probabilities.html">dcase_framework.recognizers.BaseRecognizer.collapse_probabilities</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.BaseRecognizer.collapse_probabilities_windowed.html">dcase_framework.recognizers.BaseRecognizer.collapse_probabilities_windowed</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.BaseRecognizer.find_contiguous_regions.html">dcase_framework.recognizers.BaseRecognizer.find_contiguous_regions</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.recognizers.BaseRecognizer.process_activity.html">dcase_framework.recognizers.BaseRecognizer.process_activity</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../data.html">Data utils</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../data.html#datasequencer">DataSequencer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataSequencer.html">dcase_framework.data.DataSequencer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataSequencer.process.html">dcase_framework.data.DataSequencer.process</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataSequencer.increase_shifting.html">dcase_framework.data.DataSequencer.increase_shifting</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../data.html#dataprocessor">DataProcessor</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataProcessor.html">dcase_framework.data.DataProcessor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataProcessor.load.html">dcase_framework.data.DataProcessor.load</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataProcessor.process.html">dcase_framework.data.DataProcessor.process</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataProcessor.process_features.html">dcase_framework.data.DataProcessor.process_features</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataProcessor.process_activity_data.html">dcase_framework.data.DataProcessor.process_activity_data</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataProcessor.process_data.html">dcase_framework.data.DataProcessor.process_data</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../data.html#databuffer">DataBuffer</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataBuffer.html">dcase_framework.data.DataBuffer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataBuffer.count.html">dcase_framework.data.DataBuffer.count</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataBuffer.key_exists.html">dcase_framework.data.DataBuffer.key_exists</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataBuffer.set.html">dcase_framework.data.DataBuffer.set</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.DataBuffer.get.html">dcase_framework.data.DataBuffer.get</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../data.html#processingchain">ProcessingChain</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.ProcessingChain.html">dcase_framework.data.ProcessingChain</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.ProcessingChain.process.html">dcase_framework.data.ProcessingChain.process</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.data.ProcessingChain.call_method.html">dcase_framework.data.ProcessingChain.call_method</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../keras_utils.html">Keras utils</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../keras_utils.html#kerasmixin">KerasMixin</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.KerasMixin.create_model.html">dcase_framework.keras_utils.KerasMixin.create_model</a></li>
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<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.KerasMixin.keras_model_exists.html">dcase_framework.keras_utils.KerasMixin.keras_model_exists</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.KerasMixin.log_model_summary.html">dcase_framework.keras_utils.KerasMixin.log_model_summary</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../keras_utils.html#basecallback">BaseCallback</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.BaseCallback.html">dcase_framework.keras_utils.BaseCallback</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../keras_utils.html#progressloggercallback">ProgressLoggerCallback</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.ProgressLoggerCallback.html">dcase_framework.keras_utils.ProgressLoggerCallback</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../keras_utils.html#progressplottercallback">ProgressPlotterCallback</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.ProgressPlotterCallback.html">dcase_framework.keras_utils.ProgressPlotterCallback</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../keras_utils.html#stoppercallback">StopperCallback</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.StopperCallback.html">dcase_framework.keras_utils.StopperCallback</a></li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../../keras_utils.html#stashercallback">StasherCallback</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.StasherCallback.html">dcase_framework.keras_utils.StasherCallback</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../keras_utils.html#basedatagenerator">BaseDataGenerator</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.BaseDataGenerator.html">dcase_framework.keras_utils.BaseDataGenerator</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.BaseDataGenerator.input_size.html">dcase_framework.keras_utils.BaseDataGenerator.input_size</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.BaseDataGenerator.data_size.html">dcase_framework.keras_utils.BaseDataGenerator.data_size</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.BaseDataGenerator.steps_count.html">dcase_framework.keras_utils.BaseDataGenerator.steps_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.BaseDataGenerator.info.html">dcase_framework.keras_utils.BaseDataGenerator.info</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../keras_utils.html#featuregenerator">FeatureGenerator</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.FeatureGenerator.html">dcase_framework.keras_utils.FeatureGenerator</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.keras_utils.FeatureGenerator.generator.html">dcase_framework.keras_utils.FeatureGenerator.generator</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../ui.html">User interfacing</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../ui.html#fancylogger">FancyLogger</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.ui.FancyLogger.html">dcase_framework.ui.FancyLogger</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.ui.FancyLogger.title.html">dcase_framework.ui.FancyLogger.title</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.ui.FancyLogger.section_header.html">dcase_framework.ui.FancyLogger.section_header</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.ui.FancyLogger.foot.html">dcase_framework.ui.FancyLogger.foot</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.ui.FancyLogger.line.html">dcase_framework.ui.FancyLogger.line</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.ui.FancyLogger.data.html">dcase_framework.ui.FancyLogger.data</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.ui.FancyLogger.info.html">dcase_framework.ui.FancyLogger.info</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.ui.FancyLogger.debug.html">dcase_framework.ui.FancyLogger.debug</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.ui.FancyLogger.error.html">dcase_framework.ui.FancyLogger.error</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../utils.html">Utils</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../utils.html#utility-functions">Utility functions</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.utils.setup_logging.html">dcase_framework.utils.setup_logging</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.utils.get_parameter_hash.html">dcase_framework.utils.get_parameter_hash</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.utils.get_class_inheritors.html">dcase_framework.utils.get_class_inheritors</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.utils.get_byte_string.html">dcase_framework.utils.get_byte_string</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.utils.argument_file_exists.html">dcase_framework.utils.argument_file_exists</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.utils.filelist_exists.html">dcase_framework.utils.filelist_exists</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../generated/dcase_framework.utils.posix_path.html">dcase_framework.utils.posix_path</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../utils.html#timer">Timer</a><ul>
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  <h1>Source code for dcase_framework.containers</h1><div class="highlight"><pre>
<span></span><span class="ch">#!/usr/bin/env python</span>
<span class="c1"># -*- coding: utf-8 -*-</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd">Features</span>
<span class="sd">==================</span>
<span class="sd">Classes for data containers</span>



<span class="sd">&quot;&quot;&quot;</span>

<span class="kn">from</span> <span class="nn">__future__</span> <span class="k">import</span> <span class="n">print_function</span><span class="p">,</span> <span class="n">absolute_import</span>
<span class="kn">from</span> <span class="nn">six</span> <span class="k">import</span> <span class="n">iteritems</span>
<span class="kn">import</span> <span class="nn">numpy</span>
<span class="kn">import</span> <span class="nn">logging</span>
<span class="kn">import</span> <span class="nn">hashlib</span>
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">copy</span>


<span class="k">class</span> <span class="nc">ContainerMixin</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
    <span class="k">def</span> <span class="nf">get_path</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dotted_path</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;Get value from nested dict with dotted path</span>

<span class="sd">        Parameters</span>
<span class="sd">        ----------</span>
<span class="sd">        dotted_path : str</span>
<span class="sd">            String in form of &quot;field1.field2.field3&quot;</span>
<span class="sd">        default : str, int, float</span>
<span class="sd">            Default value returned if path does not exists</span>
<span class="sd">            Default value &quot;None&quot;</span>
<span class="sd">        data : dict, optional</span>
<span class="sd">            Dict for which path search is done, if None given self is used. Used for recursive path search.</span>
<span class="sd">            Default value &quot;None&quot;</span>

<span class="sd">        Returns</span>
<span class="sd">        -------</span>

<span class="sd">        &quot;&quot;&quot;</span>

        <span class="k">if</span> <span class="n">data</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
            <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span>
        <span class="n">fields</span> <span class="o">=</span> <span class="n">dotted_path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>

        <span class="k">if</span> <span class="s1">&#39;*&#39;</span> <span class="o">==</span> <span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
            <span class="c1"># Magic field to return all childes in a list</span>
            <span class="n">sub_list</span> <span class="o">=</span> <span class="p">[]</span>
            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">iteritems</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">fields</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
                    <span class="n">sub_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">get_path</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">dotted_path</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">fields</span><span class="p">[</span><span class="mi">1</span><span class="p">:]),</span> <span class="n">default</span><span class="o">=</span><span class="n">default</span><span class="p">))</span>
                <span class="k">else</span><span class="p">:</span>
                    <span class="n">sub_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
            <span class="k">return</span> <span class="n">sub_list</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="n">data</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">fields</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
                <span class="c1"># Go deeper</span>
                <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_path</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">[</span><span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="n">dotted_path</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">fields</span><span class="p">[</span><span class="mi">1</span><span class="p">:]),</span> <span class="n">default</span><span class="o">=</span><span class="n">default</span><span class="p">)</span>

            <span class="k">elif</span> <span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="n">data</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">fields</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
                <span class="c1"># We reached to the node</span>
                <span class="k">return</span> <span class="n">data</span><span class="p">[</span><span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span>

            <span class="k">else</span><span class="p">:</span>
                <span class="k">return</span> <span class="n">default</span>

    <span class="k">def</span> <span class="nf">set_path</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dotted_path</span><span class="p">,</span> <span class="n">new_value</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;Set value in nested dict with dotted path</span>

<span class="sd">        Parameters</span>
<span class="sd">        ----------</span>
<span class="sd">        dotted_path : str</span>
<span class="sd">            String in form of &quot;field1.field2.field3&quot;</span>
<span class="sd">        new_value :</span>
<span class="sd">            new value to be placed</span>
<span class="sd">        data : dict, optional</span>
<span class="sd">            Dict for which path search is done, if None given self is used. Used for recursive path search.</span>
<span class="sd">            Default value &quot;None&quot;</span>

<span class="sd">        Returns</span>
<span class="sd">        -------</span>

<span class="sd">        &quot;&quot;&quot;</span>

        <span class="k">if</span> <span class="n">data</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
            <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span>
        <span class="n">fields</span> <span class="o">=</span> <span class="n">dotted_path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>

        <span class="k">if</span> <span class="s1">&#39;*&#39;</span> <span class="o">==</span> <span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
            <span class="c1"># Magic field to set all childes in a list</span>
            <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">iteritems</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">fields</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
                    <span class="bp">self</span><span class="o">.</span><span class="n">set_path</span><span class="p">(</span><span class="n">new_value</span><span class="o">=</span><span class="n">new_value</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">dotted_path</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">fields</span><span class="p">[</span><span class="mi">1</span><span class="p">:]))</span>
                <span class="k">else</span><span class="p">:</span>
                    <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">new_value</span>

        <span class="k">else</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">fields</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
                <span class="c1"># We reached to the node</span>
                <span class="n">data</span><span class="p">[</span><span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">new_value</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="k">if</span> <span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
                    <span class="n">data</span><span class="p">[</span><span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="p">{}</span>
                <span class="k">elif</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="nb">dict</span><span class="p">):</span>
                    <span class="c1"># Overwrite path</span>
                    <span class="n">data</span><span class="p">[</span><span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="p">{}</span>
                <span class="bp">self</span><span class="o">.</span><span class="n">set_path</span><span class="p">(</span><span class="n">new_value</span><span class="o">=</span><span class="n">new_value</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">[</span><span class="n">fields</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="n">dotted_path</span><span class="o">=</span><span class="s1">&#39;.&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">fields</span><span class="p">[</span><span class="mi">1</span><span class="p">:]))</span>

    <span class="k">def</span> <span class="nf">_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">d</span><span class="p">,</span> <span class="n">depth</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;Recursive dict walk to get string of the content nicely formatted</span>

<span class="sd">        Parameters</span>
<span class="sd">        ----------</span>
<span class="sd">        d : dict</span>
<span class="sd">            Dict for walking</span>
<span class="sd">        depth : int</span>
<span class="sd">            Depth of walk, string is indented with this</span>
<span class="sd">            Default value 0</span>

<span class="sd">        Returns</span>
<span class="sd">        -------</span>
<span class="sd">            str</span>

<span class="sd">        &quot;&quot;&quot;</span>

        <span class="n">output</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
        <span class="n">indent</span> <span class="o">=</span> <span class="mi">3</span>
        <span class="n">header_width</span> <span class="o">=</span> <span class="mi">35</span> <span class="o">-</span> <span class="n">depth</span><span class="o">*</span><span class="n">indent</span>

        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
                <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">depth</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span><span class="o">+</span><span class="n">k</span><span class="o">+</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>
                <span class="n">output</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_walk</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">depth</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">numpy</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
                    <span class="c1"># Numpy array or matrix</span>
                    <span class="n">shape</span> <span class="o">=</span> <span class="n">v</span><span class="o">.</span><span class="n">shape</span>
                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">shape</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
                        <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">depth</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span>
                        <span class="n">output</span> <span class="o">+=</span> <span class="n">k</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">header_width</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : &quot;</span> <span class="o">+</span> <span class="s2">&quot;array (</span><span class="si">%d</span><span class="s2">)&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">v</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>

                    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">shape</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
                        <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">depth</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span>
                        <span class="n">output</span> <span class="o">+=</span> <span class="n">k</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">header_width</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : &quot;</span> <span class="o">+</span> <span class="s2">&quot;matrix (</span><span class="si">%d</span><span class="s2">,</span><span class="si">%d</span><span class="s2">)&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">v</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">v</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>

                <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">str</span><span class="p">):</span>
                    <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">depth</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span> <span class="o">+</span> <span class="n">k</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">header_width</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : list (</span><span class="si">%d</span><span class="s2">)</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
                    <span class="k">for</span> <span class="n">item_id</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">v</span><span class="p">):</span>
                        <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">((</span><span class="n">depth</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span>
                        <span class="n">output</span> <span class="o">+=</span> <span class="p">(</span><span class="s2">&quot;[&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">item_id</span><span class="p">)</span><span class="o">+</span><span class="s2">&quot;]&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">header_width</span><span class="o">-</span><span class="mi">3</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">item</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>

                <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">numpy</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
                    <span class="c1"># List of arrays</span>
                    <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">depth</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span> <span class="o">+</span> <span class="n">k</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">header_width</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : list (</span><span class="si">%d</span><span class="s2">)</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
                    <span class="k">for</span> <span class="n">item_id</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">v</span><span class="p">):</span>
                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">item</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
                            <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">((</span><span class="n">depth</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span>
                            <span class="n">output</span> <span class="o">+=</span> <span class="p">(</span><span class="s2">&quot;[&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">item_id</span><span class="p">)</span><span class="o">+</span><span class="s2">&quot;]&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">header_width</span><span class="o">-</span><span class="mi">3</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : array (</span><span class="si">%d</span><span class="s2">)&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">item</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>

                        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">item</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
                            <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">((</span><span class="n">depth</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span>
                            <span class="n">output</span> <span class="o">+=</span> <span class="p">(</span><span class="s2">&quot;[&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">item_id</span><span class="p">)</span><span class="o">+</span><span class="s2">&quot;]&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">header_width</span><span class="o">-</span><span class="mi">3</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : matrix (</span><span class="si">%d</span><span class="s2">,</span><span class="si">%d</span><span class="s2">)&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">item</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">item</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>

                <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">dict</span><span class="p">):</span>
                    <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">depth</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span>
                    <span class="n">output</span> <span class="o">+=</span> <span class="n">k</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">header_width</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : list (</span><span class="si">%d</span><span class="s2">)</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>

                    <span class="k">for</span> <span class="n">item_id</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">v</span><span class="p">):</span>
                        <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">((</span><span class="n">depth</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;[&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">item_id</span><span class="p">)</span><span class="o">+</span><span class="s2">&quot;]&quot;</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>
                        <span class="n">output</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_walk</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">depth</span> <span class="o">+</span> <span class="mi">2</span><span class="p">)</span>

                <span class="k">else</span><span class="p">:</span>
                    <span class="n">output</span> <span class="o">+=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">depth</span> <span class="o">*</span> <span class="n">indent</span><span class="p">)</span> <span class="o">+</span> <span class="n">k</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="n">header_width</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; : &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>

        <span class="k">return</span> <span class="n">output</span>

    <span class="k">def</span> <span class="nf">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">depth</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">show</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;Print container content</span>

<span class="sd">        Returns</span>
<span class="sd">        -------</span>
<span class="sd">            Nothing</span>

<span class="sd">        &quot;&quot;&quot;</span>

        <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_walk</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">depth</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>

    <span class="k">def</span> <span class="nf">log</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">level</span><span class="o">=</span><span class="s1">&#39;info&#39;</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;Log container content</span>

<span class="sd">        Parameters</span>
<span class="sd">        ----------</span>
<span class="sd">        level : str</span>
<span class="sd">            Logging level, possible values [info, debug, warn, warning, error, critical]</span>
<span class="sd">            Default value &quot;info&quot;</span>

<span class="sd">        Returns</span>
<span class="sd">        -------</span>
<span class="sd">            Nothing</span>

<span class="sd">        &quot;&quot;&quot;</span>

        <span class="n">lines</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
        <span class="n">logger</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">level</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;debug&#39;</span><span class="p">:</span>
                <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
            <span class="k">elif</span> <span class="n">level</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;info&#39;</span><span class="p">:</span>
                <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
            <span class="k">elif</span> <span class="n">level</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;warn&#39;</span> <span class="ow">or</span> <span class="n">level</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;warning&#39;</span><span class="p">:</span>
                <span class="n">logger</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
            <span class="k">elif</span> <span class="n">level</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;error&#39;</span><span class="p">:</span>
                <span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
            <span class="k">elif</span> <span class="n">level</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;critical&#39;</span><span class="p">:</span>
                <span class="n">logger</span><span class="o">.</span><span class="n">critical</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>

    <span class="nd">@staticmethod</span>
    <span class="k">def</span> <span class="nf">_search_list_of_dictionaries</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">list_of_dictionaries</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;Search in the list of dictionaries</span>

<span class="sd">        Parameters</span>
<span class="sd">        ----------</span>
<span class="sd">        key : str</span>
<span class="sd">            Dict key for the search</span>
<span class="sd">        value :</span>
<span class="sd">            Value for the key to match</span>
<span class="sd">        list_of_dictionaries : list of dicts</span>
<span class="sd">            List to search</span>

<span class="sd">        Returns</span>
<span class="sd">        -------</span>
<span class="sd">            Dict or None</span>

<span class="sd">        &quot;&quot;&quot;</span>

        <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">list_of_dictionaries</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">element</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">key</span><span class="p">)</span> <span class="o">==</span> <span class="n">value</span><span class="p">:</span>
                <span class="k">return</span> <span class="n">element</span>
        <span class="k">return</span> <span class="kc">None</span>

    <span class="k">def</span> <span class="nf">merge</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">override</span><span class="p">,</span> <span class="n">target</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot; Recursive dict merge</span>

<span class="sd">        Parameters</span>
<span class="sd">        ----------</span>
<span class="sd">        target : dict</span>
<span class="sd">            target parameter dict</span>

<span class="sd">        override : dict</span>
<span class="sd">            override parameter dict</span>

<span class="sd">        Returns</span>
<span class="sd">        -------</span>
<span class="sd">        None</span>

<span class="sd">        &quot;&quot;&quot;</span>

        <span class="k">if</span> <span class="ow">not</span> <span class="n">target</span><span class="p">:</span>
            <span class="n">target</span> <span class="o">=</span> <span class="bp">self</span>

        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">iteritems</span><span class="p">(</span><span class="n">override</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">target</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">target</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="nb">dict</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">override</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="nb">dict</span><span class="p">):</span>
                <span class="bp">self</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">target</span><span class="o">=</span><span class="n">target</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">override</span><span class="o">=</span><span class="n">override</span><span class="p">[</span><span class="n">k</span><span class="p">])</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">target</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">override</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>

    <span class="k">def</span> <span class="nf">get_hash_for_path</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dotted_path</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">dotted_path</span><span class="p">:</span>
            <span class="n">data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_path</span><span class="p">(</span><span class="n">dotted_path</span><span class="o">=</span><span class="n">dotted_path</span><span class="p">)</span>
            <span class="k">if</span> <span class="n">data</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hash</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="k">return</span> <span class="kc">None</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hash</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_hash</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;Get unique hash string (md5) for given parameter dict</span>

<span class="sd">        Parameters</span>
<span class="sd">        ----------</span>
<span class="sd">        data : dict</span>
<span class="sd">            Input parameters</span>

<span class="sd">        Returns</span>
<span class="sd">        -------</span>
<span class="sd">        md5_hash : str</span>
<span class="sd">            Unique hash for parameter dict</span>

<span class="sd">        &quot;&quot;&quot;</span>

        <span class="k">if</span> <span class="n">data</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
            <span class="n">data</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>

        <span class="n">md5</span> <span class="o">=</span> <span class="n">hashlib</span><span class="o">.</span><span class="n">md5</span><span class="p">()</span>
        <span class="n">md5</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_clean_for_hashing</span><span class="p">(</span><span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">data</span><span class="p">)),</span> <span class="n">sort_keys</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">))</span>
        <span class="k">return</span> <span class="n">md5</span><span class="o">.</span><span class="n">hexdigest</span><span class="p">()</span>

    <span class="k">def</span> <span class="nf">_clean_for_hashing</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">non_hashable_fields</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
        <span class="c1"># Recursively remove keys with value set to False, or non hashable fields</span>
        <span class="k">if</span> <span class="n">non_hashable_fields</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;non_hashable_fields&#39;</span><span class="p">):</span>
            <span class="n">non_hashable_fields</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">non_hashable_fields</span>
        <span class="k">elif</span> <span class="n">non_hashable_fields</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
            <span class="n">non_hashable_fields</span> <span class="o">=</span> <span class="p">[]</span>

        <span class="k">if</span> <span class="n">data</span><span class="p">:</span>
            <span class="k">if</span> <span class="s1">&#39;enable&#39;</span> <span class="ow">in</span> <span class="n">data</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;enable&#39;</span><span class="p">]:</span>
                <span class="k">return</span> <span class="p">{</span>
                    <span class="s1">&#39;enable&#39;</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>
                <span class="p">}</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
                    <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
                        <span class="n">value</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
                        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">bool</span><span class="p">)</span> <span class="ow">and</span> <span class="n">value</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
                            <span class="c1"># Remove fields marked False</span>
                            <span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
                        <span class="k">elif</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">non_hashable_fields</span><span class="p">:</span>
                            <span class="c1"># Remove fields marked in non_hashable_fields list</span>
                            <span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
                        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
                            <span class="k">if</span> <span class="s1">&#39;enable&#39;</span> <span class="ow">in</span> <span class="n">value</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">value</span><span class="p">[</span><span class="s1">&#39;enable&#39;</span><span class="p">]:</span>
                                <span class="c1"># Remove dict block which is disabled</span>
                                <span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
                            <span class="k">else</span><span class="p">:</span>
                                <span class="c1"># Proceed recursively</span>
                                <span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_clean_for_hashing</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
                    <span class="k">return</span> <span class="n">data</span>
                <span class="k">else</span><span class="p">:</span>
                    <span class="k">return</span> <span class="n">data</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">return</span> <span class="n">data</span>


<span class="k">class</span> <span class="nc">DottedDict</span><span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="n">ContainerMixin</span><span class="p">):</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">DottedDict</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>

        <span class="bp">self</span><span class="o">.</span><span class="n">non_hashable_fields</span> <span class="o">=</span> <span class="p">[</span>
            <span class="s1">&#39;_hash&#39;</span><span class="p">,</span>
            <span class="s1">&#39;verbose&#39;</span><span class="p">,</span>
        <span class="p">]</span>
        <span class="k">if</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;non_hashable_fields&#39;</span><span class="p">):</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">non_hashable_fields</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;non_hashable_fields&#39;</span><span class="p">))</span>

    <span class="k">def</span> <span class="nf">__getstate__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="nb">dict</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">__setstate__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">state</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="vm">__dict__</span> <span class="o">=</span> <span class="n">state</span>


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